ResearchBenchmarksConcept preservation on Subjects2kConcept preservation on Subjects2kFollow40.63APID-Sim28.545231.682634.8237.9574Apr 6, 2026Evaluation resultsMethodMethodLinksAPID-SimModel=ViT-LModel=ViT-L2026.0440.63GeminiPrompting=controlled i...Prompting=controlled identity-preservation prompt2026.0433.54GPT-5Prompting=controlled i...Prompting=controlled identity-preservation prompt2026.0431.59GPT-4oPrompting=original Sub...Prompting=original Subjects200K prompts2026.0429.01